# Pre-AI arc

# Pre-AI arc

Edward's AI work continues more than 25 years of enterprise optimization and automation:

- **City of Hope:** grew the QA organization from 6 to 28; automation and Center of Excellence frameworks cut testing time by up to 60% and production issues by 95%.
- **Sony Pictures:** led a global QA transition, governance, and tooling standards across more than 200 entities.
- **Cedars-Sinai:** built a tool-independent automation framework that reduced page-load verification from 13 minutes to under 30 seconds and test-development time by 80%.
- **Hoag:** delivered automation and performance frameworks that cut more than 40 hours from release testing per cycle.
- **UC Irvine Health:** delivered platform-modernization and licensing utilities that saved 40 hours per test cycle and $44,000 annually, plus Center of Excellence strategy for an Epic transition.

The tools have changed; the mission of measurable enterprise improvement has not.